knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file())
knitr::opts_chunk$set(echo = F, warning = F, message = F)
## [1] "p009t1" "p009t2" "p013t" "p014t" "p009ot0" "p009ot2" "p013ot0"
## [8] "p013ot3" "p014ot0"
## [1] "broad done"
## [1] "morkel done"
## [1] "SMAD done"
## [1] "TNFa done"
## [1] "Wnt done"
## [1] "YAP done"
## [1] "regev done"
## Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck
##
## Number of nodes: 16333
## Number of edges: 515121
##
## Running Louvain algorithm...
## Maximum modularity in 10 random starts: 0.8108
## Number of communities: 19
## Elapsed time: 2 seconds
| rank | 0 | 1 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | PGGHG | NUCKS1 | MT-CO3 | PCNA | ASCL2 | MT-CO2 | HIST1H4C | RPL32 | JUN | BTG1 | GALNT7 | CKB | PHGR1 | TM4SF1 | TMPRSS2 | ST6GALNAC1 | GOLM1 | GSN | SNRPG |
| 2 | FAM227A | HMGB1 | MT-ND4 | TUBA1B | COMMD6 | MT-CO3 | HIST1H3B | RPL13 | IER2 | TSC22D3 | TSPAN13 | FABP1 | C2orf88 | KRT17 | SMPDL3A | SERPINA1 | SULT1B1 | SYTL2 | LSM5 |
| 3 | THAP6 | HMMR | BRCA2 | HELLS | RPL23 | MT-CO1 | HEXIM1 | RPS18 | HEXIM1 | RORA | ST6GALNAC1 | DEFB1 | C1QTNF12 | CAV2 | ISG15 | TFF3 | AGR3 | MLPH | SNRPF |
| 4 | POT1 | KIF2C | CENPJ | BRCA2 | NKD1 | MT-ATP6 | RPL35 | RPL37A | FOSB | TNFAIP3 | SERPINA1 | EMP1 | KRT19 | ANXA1 | DHRS9 | KLK1 | PIGR | RAB27A | PRDX1 |
| 5 | ANKRD36B | HMGB3 | MT-ATP6 | MCM4 | GAS6-AS1 | MT-ND1 | HIST1H2AH | RPS2 | ELF3 | CLEC2D | XBP1 | REN | GUCA2A | KRT80 | CEACAM1 | MUC2 | KLF5 | TFF1 | PSMB1 |
| 6 | DNAH6 | TPX2 | MKI67 | CDC6 | PTK7 | MT-ND3 | HIST1H1E | RPS19 | SMIM24 | CELF2 | KLK1 | ACE2 | CA2 | SLC2A1 | SLC9A3 | RAP1GAP | CES2 | MUC2 | EIF5A |
| 7 | AC108863.1 | NCAPH | ATAD5 | TOP2A | EIF3E | MT-ND4 | IER5L | RPL12 | MAP3K7CL | CEP85L | SMIM14 | CSTB | FXYD3 | AKAP12 | CDA | ERN2 | FAM3D | MFSD4A | H2AFZ |
| 8 | ANKRD36 | CNTRL | TOP2A | ATAD5 | RPL36A | MT-ND5 | HIST1H2AG | RPL35 | HSPA1A | MCL1 | FAM3D | IQGAP2 | FABP1 | AHNAK2 | HPGD | XBP1 | TSPO | TFF3 | TPI1 |
| 9 | AC138150.1 | AC069544.1 | CENPF | TPX2 | RPL39 | ABALON | MKI67 | RPS12 | PPP1R10 | PRDM1 | RAB27A | SEMA4G | CKB | JUP | CDHR2 | MIA3 | AGR2 | ST6GALNAC1 | CCT7 |
| 10 | KSR2 | TMPO-AS1 | RNF43 | GINS2 | KRT23 | ZNF25 | ATAD5 | RPS15 | BTG2 | STK17B | AGR2 | AXDND1 | MUC12 | LAMC2 | TSPAN1 | ANXA13 | ARF4 | FAM3D | C1QBP |
| 11 | GABPB1-AS1 | C10orf95 | XRCC2 | MCM6 | SNHG8 | GPD2 | AC087623.3 | RPS14 | SELENBP1 | TENT5C | FABP2 | NDRG1 | SLC26A3 | SERPINB1 | BIRC3 | AGR2 | NUPR1 | ATP2A3 | LDHB |
| 12 | PTK7 | CIP2A | MCM4 | MCM7 | RPL7 | NMU | OLMALINC | RPS8 | ZFP36L2 | RPLP1 | MUC2 | PI3 | PRSS3 | PERP | SDCBP2 | PRUNE2 | SLPI | SERPINA1 | SNRPD1 |
| 13 | ACOT11 | MCM10 | NCL | LMNB1 | RPS23 | ENTPD3-AS1 | HIST1H1B | RPS27 | CLDN4 | FOSB | FAM107B | TMEM45B | MYL12B | FOXC1 | MDK | PRIMPOL | CFTR | CDC42EP3 | GLO1 |
| 14 | MDM1 | UHRF1 | MT-CO2 | MCM3 | RPS7 | CFTR | GADD45GIP1 | RPL13A | TNFRSF14-AS1 | CREM | TFF3 | PLOD2 | CDHR5 | NRP2 | MUC13 | ARFGEF3 | MAOA | TSPAN1 | HMGB1 |
| 15 | ZKSCAN1 | CDCA8 | NOM1 | BIRC5 | RPL10A | MAP3K7CL | KIF18B | RPS5 | AL049597.2 | HSP90AA1 | AQP3 | PTPRR | TMEM54 | CXCL1 | HIST1H1C | NEDD4L | B3GALT5 | DISP2 | DEK |
| 16 | IZUMO4 | DEK | MT-ND2 | MKI67 | GPR155 | MDM1 | Z93241.1 | RPL8 | AC023157.3 | GIMAP2 | LYZ | TNNC1 | SGK1 | EMP1 | TMEM37 | LYZ | KCNN4 | ANO7 | GAPDH |
| 17 | ARHGEF1 | CCDC150 | PLEKHA4 | CENPF | PROX1 | PCK1 | RPS2 | RPS15A | POMK | MYADM | KLF4 | TM4SF1 | IFI27 | KLK10 | PLAC8 | SMIM14 | LIMA1 | SMIM14 | CCT5 |
| 18 | CCND2 | CDC20 | HELLS | CENPJ | EEF1A1 | PLCE1 | HIST1H2AJ | RPL7A | SLC10A5 | RAC2 | ARF4 | ADIRF | PPDPF | CAVIN1 | TRIM31 | TCEA3 | TCEA3 | KLK1 | PTMA |
| 19 | RPL10A | NCAPD2 | MCM3 | H2AFZ | RCN1 | LMCD1 | LINC00624 | RPL29 | PPP1R3B | REL | ARFGEF3 | SLC2A1 | CEACAM7 | FLNA | SLC40A1 | MLPH | MT1E | TC2N | ATP5MC3 |
| 20 | AC004687.1 | SMC4 | HSPD1 | KIF20B | RPS18 | COMMD10 | BRCA2 | RPL19 | NUPR1 | PLIN2 | NUPR1 | PRKACB | LGALS4 | ECM1 | SGK1 | NUPR1 | PCK1 | GALNT5 | SLC25A5 |
| 21 | PPP1R9A | SKA2 | CLSPN | HMGB1 | RPS4X | RNF186 | NES | RPL21 | CYBA | JUNB | MSMO1 | LARGE1 | SMIM22 | ZBTB20 | CEACAM6 | GALNT7 | GLUL | ENTPD8 | CCT6A |
| 22 | TRAF5 | CEP55 | RANBP6 | ASF1B | LAMP1 | SELENBP1 | HIST1H2AK | RPS21 | SOCS1 | KLF2 | CDC42EP5 | ANXA4 | ABCA5 | COL6A1 | TNFSF10 | ATP2A3 | HOXB13 | PTPRN2 | SERBP1 |
| 23 | AC124067.4 | SAPCD2 | HMGA1 | CLSPN | NOTCH1 | GPT | AC005837.1 | RPL35A | KAT2B | DUSP1 | FOSB | AC015917.2 | PLAC8 | S100A4 | DDX60 | FAM3D | RHBDL2 | VIPR1 | HMGB3 |
| 24 | GOLGA8A | AC017083.1 | PRKDC | TUBB | IGBP1 | SERPINB9 | HIST2H2AC | RPS23 | PPARGC1A | TNFSF13B | MIA3 | LINC01559 | PLA2G10 | CLDN1 | DUOX2 | SYTL2 | PAPSS2 | GALNT7 | SET |
| 25 | WNK2 | SNRNP25 | FAM111B | TK1 | RPL5 | KLF13 | HSPA1B | RPL30 | AL356488.3 | AC020916.1 | AGR3 | RNF186 | ITM2C | KRT23 | CLTB | RAB27A | SPINK5 | SAMD9 | ALYREF |
| 26 | ZNF445 | DTL | RAD51AP1 | FAM111B | ZMYM2 | SESTD1 | SPAG5 | RPS6 | PHLDB1 | AC058791.1 | TCEA3 | SLC16A9 | KRT20 | LEMD1 | SLC26A3 | GSN | SELENBP1 | FOXA3 | TMEM97 |
| 27 | KCNQ1OT1 | KIF4A | DPEP1 | DNMT1 | RPL3 | SMC6 | ZGRF1 | RPL3 | PPDPF | STK10 | TPT1 | PRR5L | AOC1 | TRIM29 | SAMD9 | ANO7 | CTSS | DHRS9 | CCT2 |
| 28 | UCP2 | SGO2 | GAS6-AS1 | XRCC2 | RPS10 | AP001453.2 | PLEKHA4 | RPLP1 | HIST2H2BE | FAM107B | GNE | PSCA | MT-CO1 | CCDC9B | SPATS2L | TCIM | PPP1R12B | SCNN1A | HSPD1 |
| 29 | ZSCAN30 | CDC25C | KIF4A | BRCA1 | RPL21 | LPCAT1 | WDR34 | RPL6 | LAMTOR1 | SKAP1 | ENTPD8 | SEMA5A | S100A6 | LAMA3 | CEACAM7 | GPR153 | TNFRSF11A | MGLL | GSTP1 |
| 30 | PLD1 | KIF20B | MCM7 | WDR34 | RNF43 | SLPI | RECQL4 | RPL31 | AC018362.1 | TNFAIP8 | GFPT1 | SORL1 | ETHE1 | CXCL3 | PDZK1IP1 | PTPRN2 | CA12 | AGR2 | PSMA7 |
| 31 | AC026471.4 | RAD51AP1 | KIF20B | CENPK | RPS5 | KCNN4 | POLQ | RPL10A | JPT2 | FXYD5 | KDELR3 | CLDN9 | GPA33 | EIF1 | MIER3 | DNAJC10 | RNF186 | FSIP2 | PPM1G |
| 32 | PIK3IP1 | FBL | BDP1 | ALYREF | FZD3 | MT1E | AP000692.2 | RPL23A | SGSM2 | PTPN22 | ATP2A3 | COLCA1 | SELENBP1 | PMAIP1 | DUSP6 | FOXA3 | TXN | PRIMPOL | IPO5 |
| 33 | L3HYPDH | CKAP5 | ALPK3 | DLGAP5 | ITPR2 | AKR1C3 | CENPF | RPL10 | MT-ATP8 | FERMT3 | HSPA1A | CD68 | MXI1 | SLC2A12 | RHOF | AQP3 | TMEM176A | P2RX4 | HSPE1 |
| 34 | SLC16A4 | CENPE | MCM10 | HSPD1 | CNN3 | TNFRSF11A | HIST1H4B | RPL24 | SOX4 | S100A4 | FOS | LDHA | MYL12A | FOSL1 | GPA33 | FABP2 | LGALS4 | TPM1-AS | CSE1L |
| 35 | AP003392.6 | THRIL | BAZ1B | NCAPG | S100A4 | AC092140.1 | DPEP1 | RPS4X | AC108863.1 | FYN | IDI1 | C10orf99 | MISP | GPRC5A | ATP1B3 | TSPAN13 | RARRES1 | RASEF | PAICS |
| 36 | SEC16B | RN7SL832P | HIST1H1B | NUDT1 | C6orf48 | AC106886.5 | E2F8 | TMSB10 | TREH | SMAP2 | SH3BGRL3 | KRT80 | PKIB | ENO2 | LMO7 | ASRGL1 | TSPAN8 | TP53INP1 | NUCKS1 |
| 37 | TMX2 | CKS2 | TSPYL4 | CDT1 | RPS20 | KLF12 | ESCO2 | AC104986.2 | CACNA1D | PDE4D | WNK4 | PPARG | JUND | OSR2 | PDE9A | LINC01473 | PALLD | GPR153 | HNRNPA3 |
| 38 | CBFA2T2 | PTMA | HMGB1 | SMC4 | TRAF5 | MARCKSL1 | HIST1H2AE | GAPDH | MALAT1 | HERPUD1 | FRYL | EFNA1 | KRT8 | S100A11 | MEP1A | FUT6 | ETHE1 | KLF4 | RAN |
| 39 | ZNF420 | DEPDC1 | RPL35 | ATAD2 | RPL31 | BRD8 | NOM1 | RPS27A | CEBPD | RNF144B | C12orf57 | C4orf3 | PI3 | CD9 | EMP1 | GNE | SEMA6A | NAAA | TCP1 |
| 40 | AC009283.1 | WDR20 | DLGAP1-AS2 | DTYMK | CD81 | LINC00624 | E2F7 | RPL23 | RASGEF1B | SESN3 | KIF5B | ERO1A | MYLK | ANXA2 | PKIB | HID1 | PRKACB | AMN | CENPN |
| 41 | DQX1 | CCT5 | SNHG19 | TACC3 | DPEP1 | AL135925.1 | SOX4 | EEF1A1 | CCDC175 | AC108863.1 | LGALS4 | KLK10 | CLDN3 | PHLDA2 | SLC6A8 | CDC42EP3 | NFIB | CDC42EP5 | DDX18 |
| 42 | SORBS2 | MDC1 | CDCA7 | CIP2A | RPL7A | THRB | RPS6KL1 | RPL27 | EGR1 | SMCHD1 | ATF3 | GDPD3 | AMN | EDN1 | ISG20 | SCNN1A | C10orf99 | MAGIX | BIRC5 |
| 43 | CCDC191 | PBK | ERCC6L | RANBP1 | TGFBI | SLC25A45 | RBBP7 | MIATNB | EIF4E | FURIN | MYADM | SLC3A1 | LGALS3 | LYPD3 | MX1 | FRYL | SIAE | QSOX1 | DKC1 |
| 44 | RNPC3 | AL121658.1 | ENO1 | CDCA7 | GTF3A | CNTROB | CLSPN | RNF170 | GADD45B | NFKBIA | ANXA13 | EPB41L1 | RHOC | ANXA3 | TYMP | TACC1 | LRIG3 | NUPR1 | CENPW |
| 45 | GPRIN3 | CKAP2 | BUB1 | RAD51AP1 | ZFAS1 | MS4A8 | AC108134.2 | RPL18A | AL627171.1 | GPR155 | GALNT5 | TJP3 | TSC22D1 | EFNB2 | UGP2 | FAXDC2 | PLCE1 | FAM174B | RSL1D1 |
| 46 | ARHGEF28 | BUB1B | ORC6 | ORC6 | RPL23A | ZNF675 | STMN1 | AL139385.1 | PCK1 | PIK3IP1 | ALDH1A1 | LINC00483 | PIGR | FSCN1 | MXI1 | FAM107B | TSPAN13 | PTGER4 | SNRPB |
| 47 | EPHB3 | LBR | ATAD2 | DEK | DACH1 | MT-ATP8 | BRIP1 | RPS10 | B3GALT5 | UCP2 | GPRIN3 | P4HA1 | SERBP1 | IL32 | GUCA2A | SPIRE1 | CES3 | AGR3 | PTGES3 |
| 48 | UTRN | HNRNPD | ASPM | SNRNP25 | EPB41L4A-AS1 | GPATCH4 | CKAP2L | RPS3A | TMC5 | TET1 | PDIA3 | VEGFA | ATP1B3 | CXCL8 | LPIN2 | KSR2 | TMEM59 | SLC2A13 | CMSS1 |
| 49 | AC073957.3 | BUB1 | RBBP7 | SMC2 | SUPT4H1 | ERMP1 | DBF4B | RPLP0 | PLCE1 | PFKFB3 | TSPO | BHLHE40 | CDKN2B | ISG20 | TIMP2 | ENTPD8 | SNORC | FAM83E | PDIA6 |
| 50 | ACTR3C | DDX21 | GINS2 | NCAPD2 | NAP1L1 | PPP1R12B | BLM | MCMDC2 | CITED2 | RNF19A | DYNLL1 | SERPINB1 | SLC51B | YBX3 | HHLA2 | SH3PXD2A | C15orf48 | HLA-E | SRPK1 |
| 51 | LINC00920 | KLHL11 | ARHGEF39 | NOP56 | SOX9 | SPON1 | CENPJ | RPSA | FTL | AQP3 | NEDD4L | ABALON | S100A10 | PAM | RETREG1 | FAM174B | FAM162A | FAM107B | DTYMK |
| 52 | USP49 | IDH2 | NOP56 | TFDP1 | RPS13 | TRIM10 | MCM4 | LRRC37A2 | ZNF41 | DUSP2 | SLC12A2 | SQOR | FLNB | C2orf54 | HLA-A | GPRIN3 | TFCP2L1 | TPBG | SRSF3 |
| 53 | RPL18A | SMC1A | KIF18B | FOXM1 | RPL27 | SP100 | ATAD2 | ACTG1 | H1F0 | CPNE7 | RAP1GAP | LEMD1 | PRDX6 | ITGB8 | EGLN3 | KLF4 | ASRGL1 | TPM1 | MRPS34 |
| 54 | TNFRSF25 | NUSAP1 | FANCB | SMC1A | ZBTB20 | HSD11B2 | PPP1R15A | REXO5 | CCL28 | RPS27A | RABAC1 | PLA2G10 | C10orf99 | GLS | SERINC2 | ACSS2 | SPON1 | F3 | RPA3 |
| 55 | ZNF117 | ORC6 | CDK12 | HSPE1 | RSL1D1 | ARHGEF1 | NCAPG2 | ZNRF2 | AC084809.1 | TRIB2 | CD63 | KISS1 | HRCT1 | SERPINB9 | ATP1B1 | ALDH1A1 | ATP2C2 | FAXDC2 | HNRNPD |
| 56 | ZNF284 | AC016773.1 | SMC1A | PAICS | LETMD1 | SNORC | FAM161A | RPS20 | LOH12CR2 | HSPA1A | MLPH | IGFBP3 | ISG15 | TNFRSF12A | CDHR5 | SELENOM | ECH1 | MIA3 | YWHAE |
| 57 | SPTLC3 | ANP32B | TPX2 | KIF4A | MAGED2 | TMEM184C | ALPK3 | SLC25A45 | AC010331.1 | SERPINB9 | DNAJA1 | LRP1 | TST | PMEPA1 | CYP3A5 | CLMN | PYGB | MXD1 | RPN2 |
| 58 | TLR5 | SSRP1 | KPNA2 | POLQ | IRF2BP2 | TRAF5 | MYBBP1A | RPL36A | CKB | ZNF624 | SEC24D | LYPD3 | DHRS11 | MAL2 | FEM1C | FOS | MGST3 | PARM1 | PA2G4 |
| 59 | ZNF597 | MAD2L1 | CHTF18 | GMNN | TUBA1A | MANEA-DT | PDAP1 | RSL1D1 | MS4A8 | LPXN | MT1E | CD24 | PDK4 | S100A16 | PIM1 | MCF2L | PTP4A1 | NEDD4L | CKS1B |
| 60 | ARHGEF38 | IQGAP3 | HMMR | NCAPH | FAM3B | AKR1C2 | SOCS3 | AC002310.1 | HSD11B2 | GDAP1 | IL13RA1 | RPL39 | HHLA2 | PPL | CGN | GALNT5 | NFKBIZ | DDX60 | LMNB1 |
| 61 | ZNF510 | PSMA7 | RIF1 | NUSAP1 | RPL10 | LTBP4 | RPL13 | AC026471.4 | UBC | CD74 | HPCAL1 | IHH | MDK | CD81 | MISP | CDC42EP5 | CHCHD10 | RAP1GAP | ACTG1 |
| 62 | POC1B-AS1 | NOP58 | PCCA | PTTG1 | KCNQ1OT1 | TAOK2 | H2AFX | COMMD10 | AL355075.4 | DNAJA1 | DNAJC10 | MYH14 | MXD1 | MSLN | KRT20 | VPS13C | GPT | ADM | ANP32B |
| 63 | SLX4IP | SYNCRIP | ARGLU1 | LDHB | AC104958.2 | AC005076.1 | NOP9 | AL135791.1 | SMPD3 | TTC39C | TACC1 | C3orf85 | SDCBP2 | TIMP2 | DSC2 | HOTAIRM1 | HSPA1A | HRCT1 | HACD3 |
| 64 | ZNF860 | HNRNPA3 | DLGAP5 | GTSE1 | RPL37A | AC005253.1 | NUDT1 | RPS7 | RPS6KL1 | PBXIP1 | FAM114A1 | PHLDA3 | HPGD | CLU | MXD1 | CACNB1 | TC2N | ERN2 | CD81 |
| 65 | HOXA9 | SRGAP2 | BUB1B | ESCO2 | PCCA | GRK5 | NCL | CLK3 | BAHCC1 | PPM1K | PTPRN2 | CERS2 | EFHD2 | PRDX1 | MUC12 | TC2N | AKR1C3 | FXYD3 | SNRNP25 |
| 66 | CEP170 | RAD21 | SMC2 | DHFR | RPL24 | PCSK6 | PIGT | THAP2 | MAFF | RPS15A | TMEM59 | FA2H | MEP1A | ACTG1 | IFI27 | ATP2C2 | ESD | TSPAN13 | FBL |
| 67 | CNTD1 | AC104986.2 | KIF24 | CCNB1 | RPL4 | USP49 | C21orf58 | RPS13 | DNAJB1 | PMAIP1 | AC005833.1 | LY6G6C | TMEM176A | LINC01559 | PRSS3 | KCNK6 | RNF125 | MUC13 | PSMA4 |
| 68 | RNF207 | ZNF236-DT | CCNB1 | FANCI | RPL32 | C10orf99 | AL118516.1 | TMEM205 | UTRN | JUND | CREB3L4 | AC026462.3 | IGSF9 | SOX9 | DST | CBFA2T2 | TPT1 | SYTL5 | PKM |
| 69 | CYSRT1 | PTMS | CENPE | AURKB | NCKAP5 | CWF19L1 | TOP2A | DBF4B | SIPA1L2 | CCDC146 | ABLIM1 | FTH1 | UGP2 | TMEM132A | TMC5 | UNC13B | DNAJC15 | KCNK6 | MTDH |
| 70 | ZNF202 | REXO5 | AL121658.1 | ANLN | RPS12 | AKR1B10 | CDK12 | ZGPAT | PPP1R15A | THAP6 | NUCB2 | CTSS | PDE9A | MAGED2 | LAMA3 | BTG2 | LPP | SH3PXD2A | NASP |
| 71 | ZNF697 | CCNA2 | RECQL4 | HMMR | BMP7 | AC010894.2 | TACC3 | RPL5 | ASRGL1 | FCMR | SPINK1 | CAPS | FUCA1 | STC2 | ADM | MSMO1 | MLEC | CD63 | TFDP1 |
| 72 | TBC1D32 | PSMA4 | GAL | ZGRF1 | RPL22L1 | MIR194-2HG | FANCB | VGF | AC026462.3 | AC005253.1 | SERTAD1 | ATP10B | SAMD9 | DUSP5 | TXNIP | SPINK1 | IVNS1ABP | LGALS4 | GMNN |
| 73 | SIMC1 | ILF2 | AC055713.1 | HMGA1 | RPL6 | TIMM23B | CHTF18 | RPL7 | FAM118A | ST3GAL5 | HLA-E | CCDC146 | IVNS1ABP | RHOV | PTTG1IP | DISP2 | CLMN | FAM214A | EBNA1BP2 |
| 74 | RPL24 | STAM-AS1 | NCAPD2 | DKC1 | TANC2 | FOXN3 | DHCR7 | COL16A1 | MIR194-2HG | AL356599.1 | MT1G | SERPINB5 | SH3BGRL3 | ARHGAP29 | IFI6 | HSPA1A | BACE2 | MCF2L | TOP2A |
| 75 | AC245060.5 | HNRNPM | SGO2 | CCT5 | ALDH1B1 | NFIA | PAXBP1 | ZNF7 | AP001062.1 | GPRIN3 | FUT6 | MVP | MT-ND5 | CX3CL1 | PRSS8 | CREB3L4 | ITM2B | PHGR1 | HNRNPM |
| 76 | AC009113.1 | CCT6A | CDK5RAP2 | KPNA2 | PTMS | PYGB | MYBL2 | ZNF296 | AC011611.4 | TSPAN5 | GSN | ZNF529 | MT-CO2 | PGK1 | RHOC | WNK4 | SRI | SLC16A9 | PTTG1 |
| 77 | AC008040.5 | ASPM | KCNQ1OT1 | BUB1 | RPL12 | RAD54L2 | NOP56 | ETFRF1 | KLF3 | FLNA | TFF1 | PAM | SLC9A3 | NABP1 | MYL12A | RGMB-AS1 | CCL28 | UBXN10 | POMP |
| 78 | SGSM2 | HNRNPR | MACC1 | MT1A | C9orf16 | CEP170 | FANCA | RGS19 | RHOB | B2M | FAM174B | CAPG | RIOK3 | TFPI | SMIM22 | CKAP4 | PADI2 | CTSS | RANBP1 |
| 79 | MORN4 | HMGB2 | PTK7 | PRKDC | PERP | CATSPERZ | RPS19 | SNHG8 | LINC01836 | HIST1H1D | RNF207 | TRIM31 | MVP | SAA1 | MYL12B | SLC12A2 | PLA2G10 | AL158212.2 | RPS5 |
| 80 | SCX | STMN1 | ZNF830 | MSH6 | TRIM29 | AL031123.2 | APOD | TPT1 | HIST1H4H | ZNF266 | NR3C2 | TMPRSS4 | CAMK2N1 | CAVIN3 | HLA-C | CD74 | PDZK1IP1 | AK1 | NOP58 |
| 81 | SNHG7 | SUPT16H | MT-ND5 | IPO5 | QPRT | TRIM25 | HMGA1 | GADD45GIP1 | STAMBPL1 | LTC4S | GPR153 | MIA2 | TP53I3 | SDC4 | GPRC5A | CRACR2B | MARCKS | PLA2G10 | NOL7 |
| 82 | ATP2C2 | MMS22L | CCNF | CDC20 | RPL30 | CFL2 | C19orf48 | C9orf16 | HES1 | AL121601.1 | ACOT7 | SUOX | PLS1 | CDKN2A | CDKN2B | GFPT1 | CD24 | ACSS2 | RPL27 |
| 83 | AC104986.2 | KIF24 | WDR34 | NCL | PMEPA1 | RIF1 | ASF1B | SLX4IP | RNF186 | NABP1 | KLF2 | REPS2 | MT2A | TNFAIP3 | NEAT1 | AC139749.1 | LCN2 | TM4SF5 | XRCC5 |
| 84 | AL021068.1 | MNS1 | SMC4 | RRM1 | GABPB1-AS1 | PTP4A3 | C19orf73 | OGFR | GPT | FRAT1 | CDC42EP3 | MATN2 | MX1 | AMIGO2 | TP53INP2 | AC005833.1 | MFSD4A | TCEA3 | PARP1 |
| 85 | AC023908.3 | DNA2 | ONECUT2 | TYMS | AC130324.1 | MAOA | CCDC34 | CCDC102A | HIST1H2AC | HSPA1L | HERPUD1 | CYP4F2 | PCK1 | HKDC1 | RARRES3 | SLC36A4 | ATP2A3 | B3GALT5 | WDR43 |
| 86 | CHD6 | CDAN1 | AC011978.2 | CCT7 | COL9A3 | SLC9A2 | SRSF1 | PCAT7 | AC087623.3 | TRIM45 | NR4A1 | AC142472.1 | SLC22A5 | DSP | USP53 | DIP2C | CD74 | PRUNE2 | FAM3B |
| 87 | NBPF12 | UTP20 | EPHB3 | KIF18B | HOXA9 | SH2B2 | TRIM52 | PTMA | Z93241.1 | TMEM184C | CKAP4 | HMCN2 | CES2 | ZFAS1 | GSN | NUCB2 | CDH17 | SMPD3 | SSRP1 |
| 88 | AC007038.2 | ZGRF1 | TMEM86B | NASP | RPS15A | ACSL1 | CORO1A | ZXDA | ARHGEF38 | STAT5A | ERN2 | FHL2 | SERINC2 | TINAGL1 | TFF1 | PFKFB4 | SPINK1 | TNFRSF14-AS1 | CYCS |
| 89 | ABO | HNRNPA1 | KIF2C | CCNA2 | PSMB1 | SH2B3 | ARGLU1 | TIMM23B | KLLN | RTKN2 | RARRES1 | PIGZ | TDP2 | AC009501.1 | FXYD3 | IL1R2 | TST | PADI2 | NPM1 |
| 90 | ZNF717 | GOLIM4 | AC091153.3 | CDCA2 | PRDX1 | ACOT11 | NCAPH | RAB3IP | CDKN2B | PNRC1 | PRUNE2 | PHLDA2 | MT-ATP6 | PDP1 | FCGRT | TPM1-AS | PBLD | AC128688.2 | CENPK |
| 91 | FGGY | HOXA9 | NPM1 | PBK | RPL19 | ZSCAN31 | HJURP | CLYBL | KANSL1L | SGSM2 | BACE2 | CAV2 | PINK1 | EZR | PPP1R14D | MAGIX | PDCD4 | PDGFA | ATP5MC1 |
| 92 | KMT2D | AP002478.1 | NUSAP1 | HMGB3 | ABALON | STAM-AS1 | C8orf82 | KAT2A | HIST1H1D | RPS27 | SCNN1A | SULT2B1 | GGT6 | IL18 | FBXO32 | ARFGAP3 | FAS | CLMN | MCM6 |
| 93 | ATG16L2 | AL645728.1 | KLHL11 | SGO2 | AC120053.1 | ATG16L2 | RAD51AP1 | ZNF284 | PDZD3 | CERK | SELENOM | SRPX2 | NAAA | GARS | XAF1 | INPP5B | AKAP7 | SUSD6 | MZT1 |
| 94 | MDM4 | AC009113.1 | KNOP1 | HIST1H1B | SLC7A8 | KCNE3 | GDF15 | SIVA1 | HIP1R | SRGAP2C | PLA2G10 | PPL | DENND2A | ERO1A | TRANK1 | TPM1 | SMIM31 | S100P | ERAP2 |
| 95 | PAXIP1-AS2 | BLM | ZNF737 | KIF11 | PLEKHB1 | AL356599.1 | TSPYL4 | AL031058.1 | SNHG12 | YPEL2 | MAGIX | BAIAP2L1 | PDCD4 | FOXQ1 | PTPRR | CEP85L | CACNA1D | GLUL | SSB |
| 96 | SLC7A8 | WDR43 | TRIM52 | RFC2 | ZKSCAN1 | LRRC75A | GTSE1 | RPL39 | SLC25A27 | AC004687.1 | GLUL | ACOT11 | ACADS | BCL2L1 | CCDC68 | TPBG | SQOR | MTMR11 | PRMT1 |
| 97 | CCDC102A | RMI2 | KIF14 | PARP1 | SLC6A6 | GPC2 | CDK5RAP2 | ZNF346 | CCDC171 | TMSB4X | CTSK | SERPINB6 | PPP1R14D | AARS | B2M | TFF1 | CDX1 | AC018362.1 | CCNB1 |
| 98 | SESN1 | MCM7 | MDC1 | MAD2L1 | DBN1 | CES3 | HELLS | EIF1 | SOCS3 | CFLAR | FN3K | FRMD3 | RRAS | KRT20 | LIPH | RNF207 | MUC12 | FUT6 | NUDT1 |
| 99 | RPL8 | UBE2S | AC110285.6 | HNRNPAB | SLC16A4 | PFKFB2 | NRARP | TRAPPC4 | TENT5C | SIMC1 | ANO7 | POF1B | MT-ND4L | KRT15 | IFIT3 | CPEB3 | PRRG4 | STXBP5 | PHGDH |
| 100 | SEC31B | SNHG25 | RFC2 | HMGB2 | RPS3A | QPCTL | CHD6 | SERBP1 | KLHL29 | H3F3B | TCIM | ZNF830 | TMEM37 | SLC7A5 | SMCHD1 | GLUL | SOD3 | TMEM59 | CKS2 |